Analyze fit is a python package that performs standard analysis on thefit of a regression model. The analysis class validate method willcreate a residuals vs fitted plot, a quantile plot, a spread locationplot, and a leverage plot for the model provided as well as print theaccuracy scores for any metric the user likes. For example:

![alt_text](../master/support/images/validation.png)

If a detailed plot is desired then the plots can also be generatedindividually using the methods res_vs_fit, quantile, spread_loc, andleverage respectively. By default when the plots are createdindividually they are rendered in an interactive inverontment usingthe bokeh plotting package. For example:

![alt text](../master/support/images/interactive.pdf)

This allows the user to determine which points the model is failing topredict.